{
  "id": 152330,
  "title": "Challenges to toxic comment classification : Error Analysis",
  "url": "/competitions/jigsaw-multilingual-toxic-comment-classification/discussion/152330",
  "author_name": "Shahules",
  "post_date": "2020-05-19T12:40:13.663000",
  "votes": 6,
  "comment_count": 0,
  "views": 0,
  "content": "<p>hi there,today I came across this research paper where they have done the error analysis for the past jigsaw competition data.I think it will be useful for  everyone to  get more insights about the actual problems faced by our algorithm.</p>\n\n<p><strong>Error Classes of False Negatives</strong>\n1. Doubtful labels\n<code>Example:“No matter how upset you may be there is never a reason to refer to another editor as\nas idiot</code></p>\n\n<p>2.Toxicity without swear words\n<code>Example:“she looks like a horse”</code></p>\n\n<p>3.Sarcasm  and  irony\n<code>Example:“hope you’re proud of yourself.Another milestone in idiocy.”</code>\n...</p>\n\n<p><strong>Error Classes of False Positives</strong></p>\n\n<p>1.Doubtful  labels.\n<code>Example:“IF YOU LOOK THIS UP UR ADUMB RUSSIAN”</code></p>\n\n<p>2.Usage of swear words in false positives.\n<code>Example:“Oh, I feel like such an asshole now.Sorry, bud.</code></p>\n\n<p>You can refer the full paper <a href=\"https://arxiv.org/pdf/1809.07572.pdf\">here.</a></p>\n\n<p>obvs,they are in English  but I think there would be similar issues with other languages too.</p>",
  "messages": [
    {
      "id": 853724,
      "postDate": "2020-05-19T12:40:13.663Z",
      "content": "<p>hi there,today I came across this research paper where they have done the error analysis for the past jigsaw competition data.I think it will be useful for  everyone to  get more insights about the actual problems faced by our algorithm.</p>\n\n<p><strong>Error Classes of False Negatives</strong>\n1. Doubtful labels\n<code>Example:“No matter how upset you may be there is never a reason to refer to another editor as\nas idiot</code></p>\n\n<p>2.Toxicity without swear words\n<code>Example:“she looks like a horse”</code></p>\n\n<p>3.Sarcasm  and  irony\n<code>Example:“hope you’re proud of yourself.Another milestone in idiocy.”</code>\n...</p>\n\n<p><strong>Error Classes of False Positives</strong></p>\n\n<p>1.Doubtful  labels.\n<code>Example:“IF YOU LOOK THIS UP UR ADUMB RUSSIAN”</code></p>\n\n<p>2.Usage of swear words in false positives.\n<code>Example:“Oh, I feel like such an asshole now.Sorry, bud.</code></p>\n\n<p>You can refer the full paper <a href=\"https://arxiv.org/pdf/1809.07572.pdf\">here.</a></p>\n\n<p>obvs,they are in English  but I think there would be similar issues with other languages too.</p>",
      "rawMarkdown": "hi there,today I came across this research paper where they have done the error analysis for the past jigsaw competition data.I think it will be useful for  everyone to  get more insights about the actual problems faced by our algorithm.\n\n**Error Classes of False Negatives**\n1. Doubtful labels\n`Example:“No matter how upset you may be there is never a reason to refer to another editor as\nas idiot`\n\n2.Toxicity without swear words\n`Example:“she looks like a horse”`\n\n3.Sarcasm  and  irony\n`Example:“hope you’re proud of yourself.Another milestone in idiocy.”`\n...\n\n**Error Classes of False Positives**\n\n1.Doubtful  labels.\n`Example:“IF YOU LOOK THIS UP UR ADUMB RUSSIAN”`\n\n2.Usage of swear words in false positives.\n`Example:“Oh, I feel like such an asshole now.Sorry, bud.`\n\nYou can refer the full paper [here.](https://arxiv.org/pdf/1809.07572.pdf)\n\nobvs,they are in English  but I think there would be similar issues with other languages too.",
      "votes": 6
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "853724": "hi there,today I came across this research paper where they have done the error analysis for the past jigsaw competition data.I think it will be useful for  everyone to  get more insights about the actual problems faced by our algorithm.\n\n**Error Classes of False Negatives**\n1. Doubtful labels\n`Example:“No matter how upset you may be there is never a reason to refer to another editor as\nas idiot`\n\n2.Toxicity without swear words\n`Example:“she looks like a horse”`\n\n3.Sarcasm  and  irony\n`Example:“hope you’re proud of yourself.Another milestone in idiocy.”`\n...\n\n**Error Classes of False Positives**\n\n1.Doubtful  labels.\n`Example:“IF YOU LOOK THIS UP UR ADUMB RUSSIAN”`\n\n2.Usage of swear words in false positives.\n`Example:“Oh, I feel like such an asshole now.Sorry, bud.`\n\nYou can refer the full paper [here.](https://arxiv.org/pdf/1809.07572.pdf)\n\nobvs,they are in English  but I think there would be similar issues with other languages too."
  }
}